| 2003 | A Clustering Validity Assessment Index. Youngok Kim, Soowon Lee |
| 2003 | A Graph-Based Optimization Algorithm for Website Topology Using Interesting Association Rules. Edmond HaoCun Wu, Michael K. Ng |
| 2003 | A Markovian Approach for Web User Profiling and Clustering. Younes Hafri, Chabane Djeraba, Peter L. Stanchev, Bruno Bachimont |
| 2003 | A Method for Aggregating Partitions, Applications in K.D.D. Pierre-Emmanuel Jouve, Nicolas Nicoloyannis |
| 2003 | A New Clustering Algorithm for Transaction Data via Caucus. Jinmei Xu, Hui Xiong, Sam Yuan Sung, Vipin Kumar |
| 2003 | A New Restricted Bayesian Network Classifier. Hongbo Shi, Zhihai Wang, Geoffrey I. Webb, Houkuan Huang |
| 2003 | A New Sequential Mining Approach to XML Document Similarity Computation. Ho-pong Leung, Korris Fu-Lai Chung, Stephen Chi-fai Chan |
| 2003 | A Semi-supervised Algorithm for Pattern Discovery in Information Extraction from Textual Data. Tianhao Wu, William M. Pottenger |
| 2003 | AGRID: An Efficient Algorithm for Clustering Large High-Dimensional Datasets. Yanchang Zhao, Song Junde |
| 2003 | Active Feature Selection Using Classes. Huan Liu, Lei Yu, Manoranjan Dash, Hiroshi Motoda |
| 2003 | Advances in Knowledge Discovery and Data Mining, 7th Pacific-Asia Conference, PAKDD 2003, Seoul, Korea, April 30 - May 2, 2003, Proceedings Kyu-Young Whang, Jongwoo Jeon, Kyuseok Shim, Jaideep Srivastava |
| 2003 | An Efficient Algorithm of Frequent Connected Subgraph Extraction. Mingsheng Hong, Haofeng Zhou, Wei Wang, Baile Shi |
| 2003 | An Efficient Cell-Based Clustering Method for Handling Large, High-Dimensional Data. Jae-Woo Chang |
| 2003 | An Empirical Study on Dimensionality Optimization in Text Mining for Linguistic Knowledge Acquisition. Yuseop Kim, Jeong Ho Chang, Byoung-Tak Zhang |
| 2003 | An Integrated System of Mining HTML Texts and Filtering Structured Documents. Bo-Hyun Yun, Myungeun Lim, Soo-Hyun Park |
| 2003 | Automatic Extraction of Clusters from Hierarchical Clustering Representations. Jörg Sander, Xuejie Qin, Zhiyong Lu, Nan Niu, Alex Kovarsky |
| 2003 | Averaged Boosting: A Noise-Robust Ensemble Method. Yongdai Kim |
| 2003 | Classifier Construction by Graph-Based Induction for Graph-Structured Data. Warodom Geamsakul, Takashi Matsuda, Tetsuya Yoshida, Hiroshi Motoda, Takashi Washio |
| 2003 | Comparison of the Performance of Center-Based Clustering Algorithms. Bin Zhang |
| 2003 | Considering Correlation between Variables to Improve Spatiotemporal Forecasting. Zhigang Li, Liangang Liu, Margaret H. Dunham |
| 2003 | Correlation Analysis of Spatial Time Series Datasets: A Filter-and-Refine Approach. Pusheng Zhang, Yan Huang, Shashi Shekhar, Vipin Kumar |
| 2003 | DBRS: A Density-Based Spatial Clustering Method with Random Sampling. Xin Wang, Howard J. Hamilton |
| 2003 | Data Mining as an Automated Service. Paul S. Bradley |
| 2003 | Dealing with Relative Similarity in Clustering: An Indiscernibility Based Approach. Shoji Hirano, Shusaku Tsumoto |
| 2003 | Distinguishing Causal and Acausal Temporal Relations. Kamran Karimi, Howard J. Hamilton |
| 2003 | Efficiently Computing Iceberg Cubes with Complex Constraints through Bounding. Pauline Lienhua Chou, Xiuzhen Zhang |
| 2003 | Electricity Based External Similarity of Categorical Attributes. Christopher R. Palmer, Christos Faloutsos |
| 2003 | Enhancing SWF for Incremental Association Mining by Itemset Maintenance. Chia-Hui Chang, Shi-Hsan Yang |
| 2003 | Evolutionary Approach for Mining Association Rules on Dynamic Databases. P. Deepa Shenoy, K. G. Srinivasa, K. R. Venugopal, Lalit M. Patnaik |
| 2003 | Exploiting Hierarchical Domain Values for Bayesian Learning. Yiqiu Han, Wai Lam |
| 2003 | Extracting Shared Topics of Multiple Documents. Xiang Ji, Hongyuan Zha |
| 2003 | Extracting User Interests from Bookmarks on the Web. Jason J. Jung, GeunSik Jo |
| 2003 | Extraction of Tag Tree Patterns with Contractible Variables from Irregular Semistructured Data. Tetsuhiro Miyahara, Yusuke Suzuki, Takayoshi Shoudai, Tomoyuki Uchida, Sachio Hirokawa, Kenichi Takahashi, Hiroaki Ueda |
| 2003 | Fast Pattern Selection for Support Vector Classifiers. Hyunjung Shin, Sungzoon Cho |
| 2003 | Finding Event-Oriented Patterns in Long Temporal Sequences. Xingzhi Sun, Maria E. Orlowska, Xiaofang Zhou |
| 2003 | Finding Frequent Subgraphs from Graph Structured Data with Geometric Information and Its Application to Lossless Compression. Yuko Itokawa, Tomoyuki Uchida, Takayoshi Shoudai, Tetsuhiro Miyahara, Yasuaki Nakamura |
| 2003 | HOT: Hypergraph-Based Outlier Test for Categorical Data. Li Wei, Weining Qian, Aoying Zhou, Wen Jin, Jeffrey Xu Yu |
| 2003 | Improving Performance of Decision Tree Algorithms with Multi-edited Nearest Neighbor Rule. Chenzhou Ye, Jie Yang, Lixiu Yao, Nian-yi Chen |
| 2003 | Large Scale Unstructured Document Classification Using Unlabeled Data and Syntactic Information. Seong-Bae Park, Byoung-Tak Zhang |
| 2003 | Learning Rules to Extract Protein Interactions from Biomedical Text. Tu Minh Phuong, Doheon Lee, Hyung Lee-Kwang |
| 2003 | Mining Frequent Episodes for Relating Financial Events and Stock Trends. Anny Ng, Ada Wai-Chee Fu |
| 2003 | Mining Frequent Instances on Workflows. Gianluigi Greco, Antonella Guzzo, Giuseppe Manco, Domenico Saccà |
| 2003 | Mining Open Source Software (OSS) Data Using Association Rules Network. Sanjay Chawla, Bavani Arunasalam, Joseph G. Davis |
| 2003 | Mining Patterns of Dyspepsia Symptoms Across Time Points Using Constraint Association Rules. Annie Y. S. Lau, Siew Siew Ong, Ashesh Mahidadia, Achim G. Hoffmann, Johanna I. Westbrook, Tatjana Zrimec |
| 2003 | Mining the Customer's Up-To-Moment Preferences for E-commerce Recommendation. Yi-Dong Shen, Qiang Yang, Zhong Zhang, Hongjun Lu |
| 2003 | Multi-level Clustering and Reasoning about Its Clusters Using Region Connection Calculus. Ickjai Lee, Mary-Anne Williams |
| 2003 | Online Bayes Point Machines. Edward Harrington, Ralf Herbrich, Jyrki Kivinen, John C. Platt, Robert C. Williamson |
| 2003 | Optimization of Fuzzy Rules for Classification Using Genetic Algorithm. Myung-Won Kim, Joung Woo Ryu, Samkeun Kim, Joong Geun Lee |
| 2003 | Optimized Clustering for Anomaly Intrusion Detection. Sang Hyun Oh, Won Suk Lee |
| 2003 | Parallel FP-Growth on PC Cluster. Iko Pramudiono, Masaru Kitsuregawa |
| 2003 | Position Coded Pre-order Linked WAP-Tree for Web Log Sequential Pattern Mining. Yi Lu, Christie I. Ezeife |
| 2003 | Predicting Protein Interactions in Human by Homologous Interactions in Yeast. Hyongguen Kim, Jong-Chan Park, Kyungsook Han |
| 2003 | Predicting Protein Structural Class from Closed Protein Sequences. N. Rattanakronkul, T. Wattarujeekrit, Kitsana Waiyamai |
| 2003 | Progressive Weighted Miner: An Efficient Method for Time-Constraint Mining. Chang-Hung Lee, Jian Chih Ou, Ming-Syan Chen |
| 2003 | Real Time Video Data Mining for Surveillance Video Streams. Jung-Hwan Oh, Jeongkyu Lee, Sanjaykumar Kote |
| 2003 | Reducing Rule Covers with Deterministic Error Bounds. Vikram Pudi, Jayant R. Haritsa |
| 2003 | Step-by-Step Regression: A More Efficient Alternative for Polynomial Multiple Linear Regression in Stream Cube. Chao Liu, Ming Zhang, Minrui Zheng, Yixin Chen |
| 2003 | Trends and Challenges in the Industrial Applications of KDD. Ramasamy Uthurusamy |
| 2003 | Upgrading ILP Rules to First-Order Bayesian Networks. Ratthachat Chatpatanasiri, Boonserm Kijsirikul |
| 2003 | Weighted Proportional k-Interval Discretization for Naive-Bayes Classifiers. Ying Yang, Geoffrey I. Webb |
| 2003 | When to Update the Sequential Patterns of Stream Data? Qingguo Zheng, Ke Xu, Shilong Ma |